ResearchBenchmarksMulti-table Entity Matching on ShopeeFollow45.9PrecisionAutoFJ0.45212.25124.0535.849Apr 23, 2026Evaluation ResultsMethodMethodLinksPrecisionRecallF1 ScoreAutoFJ2026.0445.924.231.6LLM4MEMLLM Backbone=Qwen2.5-7BLLM Backbone=Qwen2.5-7B2026.0440.525.131LLM4MEMLLM Backbone=LLaMA3.1-8BLLM Backbone=LLaMA3.1-8B2026.0438.528.232.6LLM4MEMLLM Backbone=Falcon3-7BLLM Backbone=Falcon3-7B2026.0436.624.129.1MultiEM2026.0434.521.126.2Ditto2026.043.4105.1PromptEM2026.042.26.63.3